# imports
import os
import sys
import types
import json

# figure size/format
fig_width = 7
fig_height = 5
fig_format = 'retina'
fig_dpi = 96

# matplotlib defaults / format
try:
  import matplotlib.pyplot as plt
  plt.rcParams['figure.figsize'] = (fig_width, fig_height)
  plt.rcParams['figure.dpi'] = fig_dpi
  plt.rcParams['savefig.dpi'] = fig_dpi
  from IPython.display import set_matplotlib_formats
  set_matplotlib_formats(fig_format)
except Exception:
  pass

# plotly use connected mode
try:
  import plotly.io as pio
  pio.renderers.default = "notebook"
except Exception:
  pass

# enable pandas latex repr when targeting pdfs
try:
  import pandas as pd
  if fig_format == 'pdf':
    pd.set_option('display.latex.repr', True)
except Exception:
  pass



# output kernel dependencies
kernel_deps = dict()
for module in list(sys.modules.values()):
  # Some modules play games with sys.modules (e.g. email/__init__.py
  # in the standard library), and occasionally this can cause strange
  # failures in getattr.  Just ignore anything that's not an ordinary
  # module.
  if not isinstance(module, types.ModuleType):
    continue
  path = getattr(module, "__file__", None)
  if not path:
    continue
  if path.endswith(".pyc") or path.endswith(".pyo"):
    path = path[:-1]
  if not os.path.exists(path):
    continue
  kernel_deps[path] = os.stat(path).st_mtime
print(json.dumps(kernel_deps))

# set run_path if requested
if r'':
  os.chdir(r'')

# reset state
%reset

def ojs_define(**kwargs):
  import json
  from IPython.core.display import display, HTML

  # do some minor magic for convenience when handling pandas
  # dataframes
  def convert(v):
    try:
      import pandas as pd
    except ModuleNotFoundError: # don't do the magic when pandas is not available
      return v
    if type(v) == pd.DataFrame:
      j = json.loads(v.T.to_json(orient='split'))
      return dict((k,v) for (k,v) in zip(j["index"], j["data"]))
    else:
      return v
  
  v = dict(contents=list(dict(name=key, value=convert(value)) for (key, value) in kwargs.items()))
  display(HTML('<script type="ojs-define">' + json.dumps(v) + '</script>'), metadata=dict(ojs_define = True))
globals()["ojs_define"] = ojs_define

/home/ubuntu/miniconda3/envs/pv-evaluation/lib/python3.7/site-packages/ipykernel_launcher.py:20: DeprecationWarning: `set_matplotlib_formats` is deprecated since IPython 7.23, directly use `matplotlib_inline.backend_inline.set_matplotlib_formats()`

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import pandas as pd
import plotly.io as pio
pio.templates.default = "plotly_white" # Set plotly theme

from pv_evaluation.utils import compare_plots
from pv_evaluation.summary import InventorDisambiguationSummary
from pv_evaluation.benchmark import inventor_benchmark_plot

summarizers = {filename: InventorDisambiguationSummary(filename) for filename in ['rawinventor.tsv'] }

compare_plots(*[s.plot_cluster_size_distribution() for s in summarizers.values()])

summarizers["rawinventor.tsv"].get_top_inventors(n=20)

	Number of patents	name_first	name_last
inventor_id
fl:sh_ln:yamazaki-81	6027	Shunpei	Yamazaki
fl:ki_ln:silverbrook-1	4778	Kia	Silverbrook
fl:ka_ln:cheng-65	2523	Kangguo	Cheng
fl:jo_ln:ive-8	2084	Jonathan P.	Ive
fl:lo_ln:wood-15	1956	Lowell L.	Wood, Jr.
fl:ro_ln:hyde-3	1879	Roderick A.	Hyde
fl:du_ln:kerr-15	1738	Duncan Robert	Kerr
fl:ba_ln:andre-17	1716	Bartley K.	Andre
fl:ri_ln:howarth-13	1632	Richard P.	Howarth
fl:ch_ln:stringer-16	1612	Christopher J.	Stringer
fl:fr_ln:shelton-20	1571	Frederick E.	Shelton, IV
fl:da_ln:deiuliis-11	1535	Daniele	De Iuliis
fl:eu_ln:whang-17	1523	Eugene Antony	Whang
fl:ri_ln:zorkendorfer-11	1518	Rico	Zorkendorfer
fl:ma_ln:rohrbach-5	1515	Matthew Dean	Rohrbach
fl:da_ln:coster-13	1476	Daniel J.	Coster
fl:ju_ln:koyama-13	1468	Jun	Koyama
fl:do_ln:weder-1	1413	Donald E.	Weder
fl:ch_ln:yu-101	1387	Chen-Hua	Yu
fl:pe_ln:gaal-14	1342	Peter	Gaal

compare_plots(*[s.plot_entropy_curve() for s in summarizers.values()])

compare_plots(*[s.plot_cluster_unique_name_distribution() for s in summarizers.values()])

compare_plots(*[s.plot_homonymy_rate_distribution() for s in summarizers.values()])

import pandas as pd
import os

def read_disambiguation(filename):
    _, ext = os.path.splitext(filename)

    if ext == ".csv":
        df = pd.read_csv(filename)
    elif ext == ".tsv":
        df = pd.read_csv(filename, sep="\t")
    elif ext in [".parquet", ".pq", ".parq"]:
        df = pd.read_parquet(filename)
    else:
        raise Exception("Unsupported file type. Should be one of csv, tsv, or parquet.")

    df.set_index("mention-id", inplace=True)
    
    return df["inventor_id"]

disambiguations = {filename: read_disambiguation(filename) for filename in ['rawinventor.tsv'] }

inventor_benchmark_plot(disambiguations)

from IPython.core.display import display, HTML

from pv_evaluation.benchmark import (
    load_israeli_inventors_benchmark,
    load_patentsview_inventors_benchmark,
    inspect_clusters_to_split,
    inspect_clusters_to_merge,
    style_cluster_inspection,
)

def style_and_display(table, by="prediction"):
    return display(HTML(style_cluster_inspection(table.reset_index(), by=by).hide_index().to_html()))

#| column: page
style_and_display(inspect_clusters_to_split(disambiguations["rawinventor.tsv"], load_israeli_inventors_benchmark()), by="prediction")

mention-id	prediction	reference
US4647259-3	fl:ab_ln:amiel-1	472
US4437263-1	fl:ab_ln:amiel-1	470
US5706062-0	fl:ad_ln:stolov-1	16528
US4927240-1	fl:ad_ln:stolov-1	16522
US4580876-1	fl:ad_ln:stolov-1	16522
US4560241-1	fl:ad_ln:stolov-1	16522
US4696347-2	fl:ad_ln:stolov-1	16522
US5617152-0	fl:ad_ln:stolov-1	16522
US4410887-1	fl:ad_ln:stolov-1	16522
US4378342-2	fl:am_ln:alexandron-1	307
US4364914-2	fl:am_ln:alexandron-1	306
US5636797-0	fl:am_ln:cohen-12	2910
US4886211-0	fl:am_ln:cohen-12	2910
US5829686-0	fl:am_ln:cohen-12	2910
US5634594-0	fl:am_ln:cohen-12	2910
US5203503-0	fl:am_ln:cohen-12	2910
US4927082-1	fl:am_ln:cohen-12	2910
US5400973-0	fl:am_ln:cohen-12	2910
US5163622-0	fl:am_ln:cohen-12	2910
US5609303-0	fl:am_ln:cohen-12	2910
US5044742-0	fl:am_ln:cohen-12	2913
US5236376-0	fl:am_ln:cohen-12	2917
US5007586-0	fl:am_ln:cohen-12	2910
US5829685-0	fl:am_ln:cohen-12	2910
US5183208-0	fl:am_ln:cohen-12	2910
US4727876-1	fl:am_ln:porat-3	13251
US4719915-1	fl:am_ln:porat-3	13251
US5019091-1	fl:am_ln:porat-3	13251
US4443896-1	fl:am_ln:porat-3	13251
US5088994-1	fl:am_ln:porat-3	13251
US4815460-1	fl:am_ln:porat-3	13251
US4757730-0	fl:am_ln:porat-3	13251
US4817790-0	fl:am_ln:porat-3	13251
US4807364-1	fl:am_ln:porat-3	13251
US5528786-0	fl:am_ln:porat-3	13262
US4205674-1	fl:am_ln:porat-3	13251
US5592515-2	fl:av_ln:efendovich-1	3985
US5553100-2	fl:av_ln:efendovich-1	3987
US5438300-1	fl:av_ln:efendovich-1	3985
US5445901-2	fl:bo_ln:dechovich-1	3537
US5487955-2	fl:bo_ln:dechovich-1	3539
US5447805-1	fl:bo_ln:dechovich-1	3537
US5582929-0	fl:bo_ln:dechovich-1	3537
US5585601-0	fl:da_ln:adler-7	124
US4859157-0	fl:da_ln:adler-7	123
US5428823-2	fl:da_ln:baron-4	1151
US5794154-0	fl:da_ln:baron-4	1151
US5371900-0	fl:da_ln:baron-4	1151
US5003629-5	fl:da_ln:baron-4	1151
US5870615-0	fl:da_ln:baron-4	1155
US5650337-0	fl:da_ln:cahen-1	2691
US4315973-2	fl:da_ln:cahen-1	2694
US4559282-0	fl:da_ln:cahen-1	2691
US4386142-2	fl:da_ln:cahen-1	2691
US5413942-0	fl:da_ln:cahen-1	2691
US4296188-1	fl:da_ln:cahen-1	2691
US4064326-2	fl:da_ln:cahen-1	2691
US5412242-0	fl:da_ln:cahen-1	2691
US4421835-2	fl:da_ln:cahen-1	2691
US4368216-1	fl:da_ln:cahen-1	2691
US4533252-0	fl:da_ln:cahen-1	2691
US5678025-1	fl:da_ln:gavish-1	6005
US5555436-0	fl:da_ln:gavish-1	6005
US5671396-0	fl:da_ln:gavish-1	6005
US5696993-0	fl:da_ln:gavish-1	6008
US5734274-0	fl:da_ln:gavish-1	6009
US5205828-0	fl:da_ln:kedem-1	9125
US5097982-0	fl:da_ln:kedem-1	9115
US4986278-1	fl:da_ln:kedem-1	9115
US5133359-0	fl:da_ln:kedem-1	9115
US5197984-0	fl:da_ln:kedem-1	9115
US5005347-0	fl:da_ln:kedem-1	9115
US4871555-0	fl:er_ln:schwartz-23	19134
US5989036-0	fl:er_ln:schwartz-23	19301
US5677349-0	fl:ga_ln:gilad-1	6191
US4433051-0	fl:ga_ln:gilad-1	6189
US5764741-0	fl:gi_ln:barak-5	1202
US5862203-1	fl:gi_ln:barak-5	1204
US5799072-1	fl:gi_ln:barak-5	1202
US5002273-0	fl:il_ln:sela-2	15105
US5410413-0	fl:il_ln:sela-2	15105
US5939603-0	fl:il_ln:sela-2	15104
US5381237-0	fl:il_ln:sela-2	15105
US4980161-0	fl:il_ln:sela-2	15104
US4996194-0	fl:ir_ln:cohen-1	3028
US5114721-0	fl:ir_ln:cohen-1	3028
US4931275-1	fl:ir_ln:cohen-1	3028
US5686431-0	fl:ir_ln:cohen-1	3028
US5736146-0	fl:ir_ln:cohen-1	3028
US4369777-2	fl:ir_ln:cohen-1	3028
US5474987-0	fl:ir_ln:cohen-1	3028
US5154923-3	fl:ir_ln:cohen-1	3028
US5114844-0	fl:ir_ln:cohen-1	3028
US4882318-3	fl:ir_ln:cohen-1	3028
US5578303-0	fl:ir_ln:cohen-1	3028
US5354691-3	fl:ir_ln:cohen-1	3028
US4401114-2	fl:ir_ln:cohen-1	3028
US5993803-0	fl:ir_ln:cohen-1	3028
US4716038-1	fl:ir_ln:cohen-1	3028
US4634590-0	fl:ir_ln:cohen-1	3028
US5671848-0	fl:ir_ln:cohen-1	3028
US5206223-3	fl:ir_ln:cohen-1	3028
US5268170-4	fl:ir_ln:cohen-1	3028
US5869058-0	fl:ir_ln:cohen-1	3047
US5908837-0	fl:ir_ln:cohen-1	3028
US5780034-0	fl:ir_ln:cohen-1	3045
US4892142-0	fl:is_ln:labaton-1	9853
US5742684-0	fl:is_ln:labaton-1	9851
US5524072-0	fl:is_ln:labaton-1	9851
US4120649-0	fl:is_ln:schechter-1	19139
US5880830-0	fl:is_ln:schechter-1	19303
US5381911-1	fl:it_ln:baryona-2	1187
US5351858-0	fl:it_ln:baryona-2	1186
US5730600-0	fl:it_ln:shoher-1	15738
US4957439-0	fl:it_ln:shoher-1	15738
US5234343-0	fl:it_ln:shoher-1	15738
US5914185-0	fl:it_ln:shoher-1	15738
US4861267-0	fl:it_ln:shoher-1	15738
US4434211-0	fl:it_ln:shoher-1	15738
US4676751-0	fl:it_ln:shoher-1	15738
US4742861-0	fl:it_ln:shoher-1	15738
US4997699-0	fl:it_ln:shoher-1	15738
US4814008-0	fl:it_ln:shoher-1	15738
US4764116-0	fl:it_ln:shoher-1	15738
US5014532-0	fl:it_ln:shoher-1	15738
US5332622-0	fl:it_ln:shoher-1	15763
US4426404-0	fl:it_ln:shoher-1	15738
US4797100-0	fl:it_ln:shoher-1	15738
US5336091-0	fl:it_ln:shoher-1	15738
US4990394-0	fl:it_ln:shoher-1	15738
US4318697-0	fl:it_ln:shoher-1	15738
US4698021-0	fl:it_ln:shoher-1	15738
US5074791-0	fl:it_ln:shoher-1	15738
US4492579-0	fl:it_ln:shoher-1	15738
US5272184-0	fl:it_ln:shoher-1	15738
US4704089-0	fl:it_ln:shoher-1	15738
US4826436-0	fl:it_ln:shoher-1	15738
US4459112-0	fl:it_ln:shoher-1	15738
US4231740-0	fl:it_ln:shoher-1	15738
US4273580-0	fl:it_ln:shoher-1	15738
US5593305-0	fl:it_ln:shoher-1	15738
US4940637-0	fl:it_ln:shoher-1	15738
US4903697-1	fl:ja_ln:goldman-11	6536
US4700703-1	fl:ja_ln:goldman-11	6536
US5592366-0	fl:ja_ln:goldman-11	6535
US4442670-0	fl:ja_ln:goldman-11	6535
US5102726-0	fl:je_ln:gabbay-1	5851
US5981066-0	fl:je_ln:gabbay-1	5849
US5939340-0	fl:je_ln:gabbay-1	5849
US5354993-1	fl:jo_ln:bodenheimer-1	2222
US4516018-0	fl:jo_ln:bodenheimer-1	2223
US4806013-0	fl:jo_ln:bodenheimer-1	2224
US5072313-1	fl:jo_ln:bodenheimer-1	2225
US5299715-0	fl:jo_ln:feldman-19	4607
US5630441-0	fl:jo_ln:feldman-19	4607
US5240144-0	fl:jo_ln:feldman-19	4607
US5407255-0	fl:jo_ln:feldman-19	4606
US4585636-1	fl:me_ln:baron-1	1190
US4759920-1	fl:me_ln:baron-1	1161
US5111273-1	fl:me_ln:janai-1	8618
US5367392-0	fl:me_ln:janai-1	8620
US4933738-1	fl:me_ln:janai-1	8616
US4875971-1	fl:me_ln:janai-1	8615
US5541814-0	fl:me_ln:janai-1	8621
US5818728-1	fl:me_ln:janai-1	8613
US5751165-2	fl:me_ln:janai-1	8612
US5565758-1	fl:me_ln:janai-1	8611
US5049969-1	fl:me_ln:janai-1	8610
US3999990-0	fl:me_ln:janai-1	8609
US5619062-0	fl:me_ln:janai-1	8622
US5679967-0	fl:me_ln:janai-1	8623
US5329152-0	fl:me_ln:janai-1	8619
US4960729-1	fl:me_ln:janai-1	8617
US5861641-2	fl:me_ln:janai-1	8614
US4289690-1	fl:me_ln:rubinstein-1	14453
US4503035-1	fl:me_ln:rubinstein-1	14455
US4857325-0	fl:mi_ln:albeck-1	279
US5126149-1	fl:mi_ln:albeck-1	279
US5093135-0	fl:mi_ln:albeck-1	279
US4761490-0	fl:mi_ln:albeck-1	279
US4986985-1	fl:mi_ln:albeck-1	279
US5124167-0	fl:mi_ln:albeck-1	292
US4946437-1	fl:mi_ln:albeck-1	279
US5262149-1	fl:mi_ln:albeck-1	279
US4923697-0	fl:mi_ln:albeck-1	279
US4997666-0	fl:mi_ln:albeck-1	279
US4962207-0	fl:mi_ln:albeck-1	279
US4764461-0	fl:mi_ln:albeck-1	279
US5576347-1	fl:mi_ln:albeck-1	279
US4929739-2	fl:mi_ln:albeck-1	279
US5475030-2	fl:mi_ln:albeck-1	279
US5610179-1	fl:mi_ln:albeck-1	279
US5102908-0	fl:mi_ln:albeck-1	279
US4752614-0	fl:mi_ln:albeck-1	279
US5654328-1	fl:mi_ln:albeck-1	279
US4976960-1	fl:mi_ln:albeck-1	279
US5271925-1	fl:mi_ln:albeck-1	279
US4832850-0	fl:mi_ln:cais-1	2704
US4205952-0	fl:mi_ln:cais-1	2704
US4454231-0	fl:mi_ln:cais-1	2706
US4230664-0	fl:mi_ln:cais-1	2704
US4510058-0	fl:mi_ln:cais-1	2704
US4587221-0	fl:mi_ln:cais-1	2704
US4456690-0	fl:mi_ln:cais-1	2704
US4897193-0	fl:mi_ln:cais-1	2704
US5922378-0	fl:mi_ln:kagan-7	8696
US5618045-0	fl:mi_ln:kagan-7	8694
US5752880-2	fl:mo_ln:cohen-17	3120
US5812054-0	fl:mo_ln:cohen-17	3121
US5281233-0	fl:mo_ln:dolev-1	3649
US5224814-0	fl:mo_ln:dolev-1	3649
US5791049-0	fl:mo_ln:dolev-1	3649
US5100414-0	fl:mo_ln:dolev-1	3649
US5261427-0	fl:mo_ln:dolev-1	3649
US5100413-0	fl:mo_ln:dolev-1	3649
US5057115-0	fl:mo_ln:dolev-1	3649
US5829140-0	fl:mo_ln:dolev-1	3649
US5682779-0	fl:mo_ln:dolev-1	3649
US4935024-0	fl:mo_ln:dolev-1	3649
US5217469-0	fl:mo_ln:dolev-1	3649
US5845520-0	fl:mo_ln:dolev-1	3666
US4905965-0	fl:mo_ln:dolev-1	3649
US5163288-0	fl:mo_ln:doley-1	3649
US5112341-0	fl:mo_ln:doley-1	3667
US5079721-0	fl:mo_ln:gershony-1	6159
US5519792-0	fl:mo_ln:gershony-1	6157
US3954906-1	fl:mo_ln:levy-4	10605
US4314931-1	fl:mo_ln:levy-4	10605
US4668354-0	fl:mo_ln:levy-4	10605
US4830903-0	fl:mo_ln:levy-4	10605
US4154020-1	fl:mo_ln:levy-4	10610
US5624508-1	fl:na_ln:budigina-3	2609
US5964770-1	fl:na_ln:budigina-3	2613
US5882444-1	fl:na_ln:budigina-3	2612
US5876434-1	fl:na_ln:budigina-3	2611
US5667522-1	fl:na_ln:budigina-3	2610
US5619493-1	fl:no_ln:livneh-1	10909
US5193102-1	fl:no_ln:livneh-1	10909
US5809401-1	fl:no_ln:livneh-1	10909
US5678187-1	fl:no_ln:livneh-1	10909
US5408496-1	fl:no_ln:livneh-1	10909
US5737358-2	fl:no_ln:livneh-1	10909
US5428818-1	fl:no_ln:livneh-1	10911
US5646524-0	fl:pi_ln:gilboa-1	6222
US5646525-0	fl:pi_ln:gilboa-1	6222
US5341242-0	fl:pi_ln:gilboa-1	6222
US5853327-0	fl:pi_ln:gilboa-1	6222
US5646785-0	fl:pi_ln:gilboa-1	6225
US5760335-0	fl:pi_ln:gilboa-1	6222
US5614851-1	fl:ra_ln:fried-2	5476
US5592129-0	fl:ra_ln:fried-2	5474
US5257294-1	fl:ra_ln:fried-2	5474
US5917825-0	fl:ro_ln:cohen-25	19010
US5864714-1	fl:ro_ln:cohen-25	3126
US5909384-2	fl:ro_ln:cohen-25	3126
US5892980-1	fl:ro_ln:cohen-25	3126
US4856597-0	fl:sh_ln:gal-1	5884
US5729732-0	fl:sh_ln:gal-1	5885
US5568550-0	fl:sh_ln:ur-5	16971
US5813771-0	fl:sh_ln:ur-5	16972
US6007826-0	fl:si_ln:benita-1	1726
US5284867-4	fl:si_ln:benita-1	1723
US5364632-0	fl:si_ln:benita-1	1724
US5965160-0	fl:si_ln:benita-1	1725
US5180787-1	fl:th_ln:fishler-2	4929
US5078918-0	fl:th_ln:fishler-2	4934
US5072028-0	fl:th_ln:fishler-2	4933
US4996276-0	fl:th_ln:fishler-2	4932
US4404297-0	fl:th_ln:fishler-2	4929
US4849467-1	fl:th_ln:fishler-2	4929
US4966701-1	fl:ur_ln:cagan-1	2686
US5076942-1	fl:ur_ln:cagan-1	2688
US5027522-0	fl:ur_ln:cagan-1	2686
US5159761-0	fl:ur_ln:cagan-1	2686
US4620132-1	fl:ur_ln:levy-1	10673
US4695332-1	fl:ur_ln:levy-1	10673
US4539687-1	fl:ur_ln:levy-1	10673
US5586132-0	fl:ur_ln:levy-1	10673
US4992073-0	fl:ur_ln:levy-1	10677
US5156288-0	fl:ur_ln:levy-1	10677
US5638395-1	fl:vl_ln:krupkin-1	9807
US5862799-1	fl:vl_ln:krupkin-1	9810
US4784071-1	fl:ya_ln:makover-1	11104
US4932343-2	fl:ya_ln:makover-1	11105
US5481541-2	fl:yi_ln:cohen-1	3244
US5452465-3	fl:yi_ln:cohen-1	3243
US4445175-0	fl:yi_ln:cohen-1	3242
US5954586-0	fl:yo_ln:kirson-1	9268
US4885977-0	fl:yo_ln:kirson-1	9286
US4759382-0	fl:ze_ln:harel-2	7856
US5256972-2	fl:ze_ln:harel-2	7857
US5674247-0	fl:ze_ln:sohn-10	16238
US5873891-0	fl:ze_ln:sohn-10	16239
US5549555-0	fl:ze_ln:sohn-10	16237

#| column: page
style_and_display(inspect_clusters_to_split(disambiguations["rawinventor.tsv"], load_patentsview_inventors_benchmark()), by="prediction")

mention-id	prediction	reference
US8170699-3	fl:ch_ln:chen-481	32
US7466461-0	fl:ch_ln:chen-481	57
US7586359-0	fl:ch_ln:chen-661	66
US8633857-1	fl:ch_ln:chen-661	45
US8715011-0	fl:ch_ln:chen-661	44
US7817219-3	fl:ch_ln:chen-661	38
US7749700-1	fl:da_ln:moore-44	12
US8257303-3	fl:da_ln:moore-44	12
US8410101-3	fl:da_ln:moore-44	12
US6024576-1	fl:da_ln:moore-44	27
US5763782-0	fl:da_ln:moore-44	18
US4715518-0	fl:da_ln:moore-45	22
US8697990-0	fl:da_ln:moore-45	16
US4629097-0	fl:da_ln:moore-45	22
US6740259-1	fl:da_ln:moore-63	20
US5203954-0	fl:da_ln:moore-63	13
US4947592-2	fl:da_ln:moore-66	24
US5507812-0	fl:da_ln:moore-66	19
USD612560-0	fl:da_ln:moore-66	15
US4863061-0	fl:da_ln:moore-79	25
US5133486-0	fl:da_ln:moore-79	25
US7469517-0	fl:da_ln:moore-79	17
US4174158-1	fl:do_ln:peterson-19	11
US4055413-0	fl:do_ln:peterson-19	7
US4051279-0	fl:do_ln:peterson-19	7
USD250645-0	fl:do_ln:peterson-24	8
US4484600-0	fl:do_ln:peterson-24	2

#| column: page
style_and_display(inspect_clusters_to_merge(disambiguations["rawinventor.tsv"], load_israeli_inventors_benchmark()), by="reference")

mention-id	reference	prediction
US5825476-0	13	h6uzumjdp27ulvxe69um3plwa
US5784282-0	13	fl:ma_ln:abitbol-2
US5855074-0	13	fl:mo_ln:abitbol-1
US5688262-0	20	fl:ma_ln:abraham-26
US5783798-0	20	fl:ma_ln:abraham-26
US5999687-0	20	fl:ma_ln:abraham-24
US5034778-2	76	fl:yo_ln:adam-1
US5276492-4	76	fl:yo_ln:adam-1
US5012300-2	76	fl:yo_ln:adam-1
US5108866-4	76	fl:yo_ln:adam-1
US4947201-4	76	fl:yo_ln:adam-1
US5121164-4	76	fl:yo_ln:adam-1
US4984025-3	76	fl:yo_ln:adam-1
US5025290-2	76	fl:yo_ln:adam-2
US4966824-4	76	fl:yo_ln:adam-1
US5117263-0	76	fl:yo_ln:adam-1
US5943502-1	98	fl:ru_ln:adar-1
US5699457-0	98	fl:ru_ln:adar-1
US5594554-2	98	fl:ru_ln:adar-2
US4959865-1	131	fl:sh_ln:adlersberg-2
US4907276-0	131	q2k41487ma4tpnjfwicq5rynj
US5012519-0	131	fl:sh_ln:adlersberg-2
US4470245-0	179	hdsg426x1i73cz1wfeu2rl7i3
US4515138-0	179	355mchx1jz5ur5w68fxuljq7b
US4227518-0	198	fl:ja_ln:aginsky-1
US4204531-0	198	fl:ya_ln:aginsky-1
US4236512-0	198	fl:ja_ln:aginsky-1
US4243039-0	198	fl:ya_ln:aginsky-1
US4091806-0	198	fl:ja_ln:aginsky-1
US5890000-0	256	fl:na_ln:aizikowitz-2
US5946491-0	256	fl:na_ln:aizikowitz-1
US5784066-0	256	fl:na_ln:aizikowitz-1
US5761514-0	256	fl:na_ln:aizikowitz-1
US5774730-0	256	fl:na_ln:aizikowitz-1
US5698395-1	270	fl:sa_ln:alajem-1
US5527673-1	270	fl:sa_ln:alajem-2
US5807751-0	270	fl:sa_ln:alajem-1
US5115977-0	316	fl:ur_ln:alkalay-1
US5695081-0	316	fl:ur_ln:alkalay-1
US5641122-0	316	3a2d62oss8xpodlnxa6556dnn
US5031833-0	316	fl:ur_ln:alkalay-1
US4888856-1	376	fl:ga_ln:alon-2
US4796334-1	376	fl:ga_ln:alon-2
US5230703-0	376	fl:ga_ln:alon-2
US4989297-1	376	fl:ga_ln:alon-3
US5209240-4	376	fl:ga_ln:alon-2
US5337757-4	376	fl:ga_ln:alon-2
US4690146-0	376	fl:ga_ln:alon-2
US4990659-1	472	fl:zo_ln:amikam-1
US4647259-3	472	fl:ab_ln:amiel-1
US4965406-1	472	fl:zo_ln:amikam-1
US4471621-0	485	fl:na_ln:amir-3
US5483797-4	485	fl:na_ln:amir-2
US5809782-1	485	fl:na_ln:amir-2
US5671601-2	485	fl:na_ln:amir-3
US5685154-1	485	fl:na_ln:amir-3
US4815296-0	485	fl:na_ln:amir-3
US5526646-1	485	fl:na_ln:amir-3
US5743094-3	485	fl:na_ln:amir-3
US5839282-1	485	fl:na_ln:amir-3
US5598706-2	485	fl:na_ln:amir-3
US5497624-0	485	fl:na_ln:amir-3
US4458493-0	485	fl:na_ln:amir-3
US5660042-1	485	fl:na_ln:amir-3
US5860279-2	485	fl:na_ln:amir-3
US5970714-1	485	fl:na_ln:amir-3
US5606858-0	485	fl:na_ln:amir-5
US4675326-0	528	fl:ga_ln:amitai-1
US4112082-1	528	fl:ga_ln:amitai-3
US5989583-0	541	fl:sh_ln:amselem-1
US5576016-0	541	fl:sh_ln:amselem-1
US5514670-2	541	fl:sh_ln:amselem-1
US5716637-0	541	0m0meeeapgko2mdrtgjkugilc
US5891469-0	541	fl:sh_ln:amselem-1
US5744155-2	541	fl:sh_ln:amselem-1
US5961970-1	541	fl:sh_ln:amselem-1
US5662932-0	541	fl:sh_ln:amselem-1
US5993846-2	541	fl:sh_ln:amselem-1
US5747061-0	541	fl:sh_ln:amselem-1
US4297679-0	610	fl:ar_ln:arbel-2
US5623228-0	610	fl:ar_ln:arbel-1
US5410271-0	610	fl:ar_ln:arbel-1
US5987983-0	644	fl:ar_ln:ariav-2
US4875198-0	644	fl:ar_ln:ariav-1
US5811410-1	682	fl:sa_ln:asculai-1
US5792753-1	682	fl:sa_ln:asculai-1
US5977088-3	682	fl:sa_ln:asculai-1
US5767106-1	682	fl:sa_ln:asculai-1
US5985850-1	682	fl:sa_ln:asculai-1
US5972906-0	682	fl:sa_ln:asculai-1
US5674857-1	682	fl:sa_ln:asculai-1
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US4872363-0	14176	fl:do_ln:rosenthal-5
US5956739-1	14280	fl:da_ln:roth-5
US5907839-0	14280	fl:do_ln:roth-12
US5671223-1	14328	fl:ro_ln:nahum-3
US5668807-1	14328	fl:na_ln:rozen-2
US4387205-1	14344	fl:le_ln:rozenberg-2
US4276077-1	14344	fl:le_ln:rozenberg-1
US4303438-1	14344	fl:le_ln:rozenberg-1
US4021149-0	14515	6gwn8tim35oai1xq7btp6xidh
US4728267-0	14515	fl:al_ln:ruttenberg-1
US4548551-0	14515	fl:al_ln:ruttenberg-1
US4610151-0	14661	fl:be_ln:sandler-4
US4114453-0	14661	fl:be_ln:sandler-3
US4790714-0	14885	fl:ab_ln:schnapp-1
US5286026-0	14885	fl:ab_ln:schnapp-2
US5603866-0	15060	fl:je_ln:segall-2
US4920137-0	15060	fl:je_ln:segall-2
US5070105-0	15060	fl:je_ln:segall-3
US5097056-0	15060	fl:je_ln:segall-2
US5138110-0	15060	fl:je_ln:segall-2
US4761427-0	15060	fl:je_ln:segall-2
US4333736-0	15188	lfi2c1su5s8u39gq6ot6y4fue
US4345581-0	15188	kom202bldd1s6oij6ap1b9g07
US5316897-0	15200	fl:aa_ln:shafir-1
US5005318-0	15200	fl:aa_ln:shafir-1
US5477371-0	15200	fl:aa_ln:shafir-1
US5298719-0	15200	fl:aa_ln:shafir-1
US4884309-0	15200	fl:ah_ln:shafir-1
US4817222-0	15200	fl:ah_ln:shafir-1
US5804830-0	15200	fl:aa_ln:shafir-1
US4997369-0	15200	fl:aa_ln:shafir-1
US4184776-0	15321	elu24p40jlfewmci5goh8253h
US5564925-0	15321	qzqphb5aqfql0f7gt2zi9272l
US5534904-0	15506	fl:yh_ln:sheinman-1
US5969733-0	15506	fl:yh_ln:sheinman-1
US6003980-0	15506	cj0st1im5n975vpszljjzl0cx
US5200132-0	15575	fl:ad_ln:shfaram-1
US5845851-0	15575	fl:ad_ln:shfaram-2
US4735363-0	15575	fl:ad_ln:shfaram-1
US4702280-1	15575	fl:ad_ln:shfaram-1
US4797100-0	15738	fl:it_ln:shoher-1
US4814008-0	15738	fl:it_ln:shoher-1
US5234343-0	15738	fl:it_ln:shoher-1
US5914185-0	15738	fl:it_ln:shoher-1
US4764116-0	15738	fl:it_ln:shoher-1
US4676751-0	15738	fl:it_ln:shoher-1
US5074791-0	15738	fl:it_ln:shoher-1
US4957439-0	15738	fl:it_ln:shoher-1
US4997699-0	15738	fl:it_ln:shoher-1
US4704089-0	15738	fl:it_ln:shoher-1
US4940637-0	15738	fl:it_ln:shoher-1
US4434211-0	15738	fl:it_ln:shoher-1
US4826436-0	15738	fl:it_ln:shoher-1
US5272184-0	15738	fl:it_ln:shoher-1
US4742861-0	15738	fl:it_ln:shoher-1
US5975903-0	15738	cdpqlqn17lpp8iz6hw50tkd6c
US5593305-0	15738	fl:it_ln:shoher-1
US4698021-0	15738	fl:it_ln:shoher-1
US4492579-0	15738	fl:it_ln:shoher-1
US4990394-0	15738	fl:it_ln:shoher-1
US5336091-0	15738	fl:it_ln:shoher-1
US4273580-0	15738	fl:it_ln:shoher-1
US5014532-0	15738	fl:it_ln:shoher-1
US4231740-0	15738	fl:it_ln:shoher-1
US5730600-0	15738	fl:it_ln:shoher-1
US4318697-0	15738	fl:it_ln:shoher-1
US4426404-0	15738	fl:it_ln:shoher-1
US4861267-0	15738	fl:it_ln:shoher-1
US4459112-0	15738	fl:it_ln:shoher-1
US4792552-0	16027	s5lw41ghvhsrvtyegg8js6leo
US4426522-0	16027	fl:ch_ln:simonovitch-1
US4317824-0	16027	fl:ch_ln:simonovitch-1
US4195087-0	16027	fl:ch_ln:simonovitch-1
US3988372-1	16027	fl:ch_ln:simonovitch-1
US3984420-1	16027	fl:ch_ln:simonovitch-1
US3983136-1	16027	fl:ch_ln:simonovitch-1
US3954996-0	16027	fl:ch_ln:simonovitch-1
US4599839-0	16217	7lufv2yyn9lcrg79pizvsn62q
US4802318-0	16217	9cmobcuqcgogzqleczr8tb8eg
US3982331-0	16276	fl:ar_ln:solomon-5
US5880812-0	16276	fl:ar_ln:solomon-5
US4557404-0	16276	fl:ar_ln:solomon-5
US4163560-0	16276	fl:ar_ln:solomon-5
US5626559-0	16276	fl:ar_ln:solomon-6
US4398892-0	16276	fl:ar_ln:solomon-6
US4066401-0	16276	fl:ar_ln:solomon-6
US5125867-0	16276	fl:ar_ln:solomon-7
US5544814-0	16350	fl:be_ln:spenser-1
US5172864-0	16350	fl:be_ln:spencer-6
US5685486-0	16350	fl:be_ln:spenser-1
US3967902-0	16429	fl:iz_ln:steinberg-1
US4003663-0	16429	fl:iz_ln:steinberg-1
US4673260-0	16429	rvp761145h49xp22uk56fjhu1
US4470978-0	16504	rb70b2ytg1n1hnpob2n8qor3e
US4062940-0	16504	fl:mo_ln:stolar-1
US4041160-0	16504	fl:mo_ln:stolar-1
US4378549-0	16589	z20kdf6paygjrb0m9ie9ucwov
US4172249-0	16589	fl:jo_ln:szwarc-2
US4677413-1	16589	fl:jo_ln:szwarc-2
US5999085-0	16589	fl:jo_ln:szwarc-2
US4655910-0	16601	fl:el_ln:tabor-1
US4681130-0	16601	fl:el_ln:tabor-1
US3939755-0	16601	fl:ha_ln:tabor-3
US4655911-0	16601	fl:el_ln:tabor-1
US4714552-0	16601	fl:el_ln:tabor-1
US4210658-2	16736	fl:ze_ln:tashma-1
US4282213-2	16736	fl:ze_ln:tashma-1
US4375472-2	16736	fl:ze_ln:tashma-1
US4265896-2	16736	fl:ze_ln:tashma-1
US4190664-2	16736	fl:ze_ln:tashma-2
US5540748-0	16915	fl:yo_ln:tsivion-1
US5372626-0	16915	0fanwjmfblfuuxo6mpc06vqt4
US4770535-1	16935	fl:mo_ln:tur-1
US4588255-0	16935	fl:mo_ln:tur-1
US4768880-0	16935	fl:mo_ln:tur-1
US4699513-2	16935	fl:ro_ln:youngquist-1
US4684066-0	16991	fl:mo_ln:uzrad-2
US4512519-0	16991	fl:mo_ln:uzrad-1
US5340716-4	17216	fl:da_ln:wagner-8
US4666830-0	17216	fl:da_ln:wagner-8
US4698263-0	17216	fl:da_ln:wagner-8
US5001054-0	17216	fl:da_ln:wagner-8
US4981779-0	17216	fl:da_ln:wagner-8
US4703017-1	17216	fl:da_ln:wagner-8
US5709994-2	17216	fl:da_ln:wagner-8
US4940669-0	17216	fl:da_ln:wagner-8
US4888288-0	17216	fl:da_ln:wagner-8
US4978625-0	17216	fl:da_ln:wagner-8
US4695554-2	17216	fl:da_ln:wagner-8
US4489165-0	17216	fl:da_ln:wagner-8
US4680275-0	17216	fl:da_ln:wagner-8
US4166103-0	17216	fl:da_ln:wagner-8
US4591569-0	17216	fl:da_ln:wagner-8
US4791174-1	17216	fl:da_ln:wagner-16
US4828982-0	17216	fl:da_ln:wagner-8
US5618732-2	17216	fl:da_ln:wagner-8
US5017473-0	17216	fl:da_ln:wagner-8
US4806468-0	17216	fl:da_ln:wagner-8
US4656129-0	17216	fl:da_ln:wagner-8
US4743560-1	17216	fl:da_ln:wagner-8
US4717676-0	17216	fl:da_ln:wagner-8
US4166104-0	17216	fl:da_ln:wagner-8
US4861728-0	17216	fl:da_ln:wagner-8
US5045478-0	17216	fl:da_ln:wagner-8
US5079150-0	17216	fl:da_ln:wagner-8
US4707453-0	17216	fl:da_ln:wagner-8
US5769854-1	17295	fl:ma_ln:weissman-1
US5591188-0	17295	fl:ma_ln:waisman-1
US5871540-0	17295	fl:ma_ln:weissman-1
US5824100-1	17295	fl:ma_ln:weissman-1
US5317202-0	17296	fl:al_ln:waizman-1
US5592111-1	17296	fl:al_ln:waizman-1
US5410263-0	17296	fl:al_ln:waizman-1
US5113150-0	17296	fl:al_ln:waizman-2
US5775854-0	17582	fl:ra_ln:wertheim-2
US5439327-0	17582	fl:ra_ln:wertheim-1
US4151910-0	18083	lj2f7k4jh37keh1ddiuz0gbkb
US4792083-0	18083	kgyqe0wz2lvkbbotpu6xc5bdp
US5868478-0	18178	fl:zv_ln:yemini-1
US5884982-0	18178	fl:zv_ln:yemini-1
US5579947-0	18178	fl:zv_ln:yemini-1
US5743416-0	18178	fl:zv_ln:yemini-1
US5940903-0	18178	fl:zv_ln:yemini-1
US5797488-0	18178	fl:zv_ln:yemini-1
US5738390-0	18178	tu1pb3eo17lxhlen9hy7iy2v3
US5603559-0	18178	fl:zv_ln:yemini-1
US5560448-0	18178	fl:zv_ln:yemini-1
US5762411-0	18178	fl:zv_ln:yemini-1
US5673884-0	18178	fl:zv_ln:yemini-1
US5697669-0	18178	fl:zv_ln:yemini-1
US5740927-0	18178	fl:zv_ln:yemini-1
US5538102-0	18178	fl:zv_ln:yemini-1
US5427200-0	18178	fl:zv_ln:yemini-1
US5463599-0	18210	fl:ah_ln:yifrach-1
US5126982-0	18210	xgjie5sz0914nz4ot6wts9uc8
US5329320-0	18210	fl:ah_ln:yifrach-1
US5077030-0	18249	fl:am_ln:yogev-1
US4408459-0	18249	fl:am_ln:yogev-1
US5685289-0	18249	fl:am_ln:yogev-1
US5894838-0	18249	gmqvq2miiqom4tak4emvtmxx4
US4770201-0	18376	fl:av_ln:zakai-2
US5535778-0	18376	kn1vhfthe3waf9cln7f1i7gud
US4944456-0	18376	fl:av_ln:zakai-2
US4796810-0	18376	fl:av_ln:zakai-2
US4451023-0	18376	fl:av_ln:zakai-2
US4913248-0	18376	fl:av_ln:zakai-2
US4824072-0	18376	fl:av_ln:zakai-2
US5356396-2	18597	fl:fr_ln:zinger-3
US5810885-0	18597	fl:fr_ln:zinger-3
US5807348-0	18597	fl:fr_ln:zinger-3
US5578016-0	18597	fl:fr_ln:zinger-4
US5643877-0	18670	fl:yo_ln:zohar-1
US5288705-0	18670	fl:jo_ln:zohar-2
US5344434-0	19132	fl:el_ln:talmore-1
US5344433-0	19132	fl:el_ln:talmore-1
US5707401-0	19132	fl:el_ln:talmore-1
US5851181-0	19132	fl:el_ln:talmor-1

#| column: page
style_and_display(inspect_clusters_to_merge(disambiguations["rawinventor.tsv"], load_patentsview_inventors_benchmark()), by="reference")

mention-id	reference	prediction
US5951090-1	3	fl:do_ln:peterson-23
US6296293-0	3	fl:do_ln:peterson-37